Title :
Wireless-based portable EEG-EOG monitoring for real time drowsiness detection
Author :
Arnin, J. ; Anopas, D. ; Horapong, M. ; Triponyuwasi, P. ; Yamsa-ard, T. ; Iampetch, S. ; Wongsawat, Y.
Author_Institution :
Dept. of Biomed. Eng., Mahidol Univ., Nakornpathom, Thailand
Abstract :
Drowsiness is one of the major risk factors causing accidents that result in a large number of damage. Drivers and industrial workers probably have a large effect on several mishaps occurring from drowsiness. Therefore, advanced technology to reduce these accidental rates is a very challenging problem. Nowadays, there have been many drowsiness detectors using electroencephalogram (EEG), however, the cost is still high and the use of this is uncomfortable in long-term monitoring because most of them require wiring and conventional wet electrodes. The purpose of this paper is to develop a portable wireless device that can automatically detect the drowsiness in real time by using the EEG and electrooculogram (EOG). The silver (Ag) conducting fabric consolidated in a headband used as dry electrodes can acquire signal from the user´s forehead. The signal was sent via the wireless communication of XBee® 802.15.4 to a standalone microcontroller to analyze drowsiness using the proposed algorithm. The alarm will ring when the drowsiness occurs. Besides, the automatic drowsiness detection and alarm device yields the real-time detection accuracy of approximately 81%.
Keywords :
accident prevention; alarm systems; biomedical electrodes; electro-oculography; electroencephalography; medical signal detection; microcontrollers; patient monitoring; portable instruments; real-time systems; silver; wireless LAN; wireless sensor networks; XBee® 802.15.4; accidental rate reduction; alarm device; automatic real time drowsiness detection; conventional wet electrode; drivers; dry electrode; electrooculogram; headband; industrial workers; long-term monitoring; portable wireless device; real-time detection accuracy; silver conducting fabric; standalone microcontroller; user forehead; wireless communication; wireless-based portable EEG-EOG monitoring; Electrodes; Electroencephalography; Electrooculography; Monitoring; Receivers; Vehicles; Wireless communication;
Conference_Titel :
Engineering in Medicine and Biology Society (EMBC), 2013 35th Annual International Conference of the IEEE
Conference_Location :
Osaka
DOI :
10.1109/EMBC.2013.6610665